Pandas Profiling Report

Dataset statistics

Number of variables	29
Number of observations	23052
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.1 MiB
Average record size in memory	232.0 B

Variable types

DateTime	1
Categorical	4
Numeric	24

Warnings

`Recurso` has a high cardinality: 64 distinct values	High cardinality
`Código Recurso` has a high cardinality: 64 distinct values	High cardinality
`0.0` is highly correlated with `1.0` and 22 other fields	High correlation
`1.0` is highly correlated with `0.0` and 22 other fields	High correlation
`2.0` is highly correlated with `0.0` and 22 other fields	High correlation
`3.0` is highly correlated with `0.0` and 22 other fields	High correlation
`4.0` is highly correlated with `0.0` and 22 other fields	High correlation
`5.0` is highly correlated with `0.0` and 22 other fields	High correlation
`6.0` is highly correlated with `0.0` and 22 other fields	High correlation
`7.0` is highly correlated with `0.0` and 22 other fields	High correlation
`8.0` is highly correlated with `0.0` and 22 other fields	High correlation
`9.0` is highly correlated with `0.0` and 22 other fields	High correlation
`10.0` is highly correlated with `0.0` and 22 other fields	High correlation
`11.0` is highly correlated with `0.0` and 22 other fields	High correlation
`12.0` is highly correlated with `0.0` and 22 other fields	High correlation
`13.0` is highly correlated with `0.0` and 22 other fields	High correlation
`14.0` is highly correlated with `0.0` and 22 other fields	High correlation
`15.0` is highly correlated with `0.0` and 22 other fields	High correlation
`16.0` is highly correlated with `0.0` and 22 other fields	High correlation
`17.0` is highly correlated with `0.0` and 22 other fields	High correlation
`18.0` is highly correlated with `0.0` and 22 other fields	High correlation
`19.0` is highly correlated with `0.0` and 22 other fields	High correlation
`20.0` is highly correlated with `0.0` and 22 other fields	High correlation
`21.0` is highly correlated with `0.0` and 22 other fields	High correlation
`22.0` is highly correlated with `0.0` and 22 other fields	High correlation
`23.0` is highly correlated with `0.0` and 22 other fields	High correlation
`0.0` is highly correlated with `1.0` and 22 other fields	High correlation
`1.0` is highly correlated with `0.0` and 22 other fields	High correlation
`2.0` is highly correlated with `0.0` and 22 other fields	High correlation
`3.0` is highly correlated with `0.0` and 22 other fields	High correlation
`4.0` is highly correlated with `0.0` and 22 other fields	High correlation
`5.0` is highly correlated with `0.0` and 22 other fields	High correlation
`6.0` is highly correlated with `0.0` and 22 other fields	High correlation
`7.0` is highly correlated with `0.0` and 22 other fields	High correlation
`8.0` is highly correlated with `0.0` and 22 other fields	High correlation
`9.0` is highly correlated with `0.0` and 22 other fields	High correlation
`10.0` is highly correlated with `0.0` and 22 other fields	High correlation
`11.0` is highly correlated with `0.0` and 22 other fields	High correlation
`12.0` is highly correlated with `0.0` and 22 other fields	High correlation
`13.0` is highly correlated with `0.0` and 22 other fields	High correlation
`14.0` is highly correlated with `0.0` and 22 other fields	High correlation
`15.0` is highly correlated with `0.0` and 22 other fields	High correlation
`16.0` is highly correlated with `0.0` and 22 other fields	High correlation
`17.0` is highly correlated with `0.0` and 22 other fields	High correlation
`18.0` is highly correlated with `0.0` and 22 other fields	High correlation
`19.0` is highly correlated with `0.0` and 22 other fields	High correlation
`20.0` is highly correlated with `0.0` and 22 other fields	High correlation
`21.0` is highly correlated with `0.0` and 22 other fields	High correlation
`22.0` is highly correlated with `0.0` and 22 other fields	High correlation
`23.0` is highly correlated with `0.0` and 22 other fields	High correlation
`0.0` is highly correlated with `1.0` and 22 other fields	High correlation
`1.0` is highly correlated with `0.0` and 22 other fields	High correlation
`2.0` is highly correlated with `0.0` and 22 other fields	High correlation
`3.0` is highly correlated with `0.0` and 22 other fields	High correlation
`4.0` is highly correlated with `0.0` and 22 other fields	High correlation
`5.0` is highly correlated with `0.0` and 22 other fields	High correlation
`6.0` is highly correlated with `0.0` and 22 other fields	High correlation
`7.0` is highly correlated with `0.0` and 22 other fields	High correlation
`8.0` is highly correlated with `0.0` and 22 other fields	High correlation
`9.0` is highly correlated with `0.0` and 22 other fields	High correlation
`10.0` is highly correlated with `0.0` and 22 other fields	High correlation
`11.0` is highly correlated with `0.0` and 22 other fields	High correlation
`12.0` is highly correlated with `0.0` and 22 other fields	High correlation
`13.0` is highly correlated with `0.0` and 22 other fields	High correlation
`14.0` is highly correlated with `0.0` and 22 other fields	High correlation
`15.0` is highly correlated with `0.0` and 22 other fields	High correlation
`16.0` is highly correlated with `0.0` and 22 other fields	High correlation
`17.0` is highly correlated with `0.0` and 22 other fields	High correlation
`18.0` is highly correlated with `0.0` and 22 other fields	High correlation
`19.0` is highly correlated with `0.0` and 22 other fields	High correlation
`20.0` is highly correlated with `0.0` and 22 other fields	High correlation
`21.0` is highly correlated with `0.0` and 22 other fields	High correlation
`22.0` is highly correlated with `0.0` and 22 other fields	High correlation
`23.0` is highly correlated with `0.0` and 22 other fields	High correlation
`21.0` is highly correlated with `4.0` and 26 other fields	High correlation
`4.0` is highly correlated with `21.0` and 25 other fields	High correlation
`18.0` is highly correlated with `21.0` and 26 other fields	High correlation
`5.0` is highly correlated with `21.0` and 25 other fields	High correlation
`6.0` is highly correlated with `21.0` and 25 other fields	High correlation
`19.0` is highly correlated with `21.0` and 26 other fields	High correlation
`2.0` is highly correlated with `21.0` and 25 other fields	High correlation
`7.0` is highly correlated with `21.0` and 25 other fields	High correlation
`15.0` is highly correlated with `21.0` and 25 other fields	High correlation
`16.0` is highly correlated with `21.0` and 25 other fields	High correlation
`11.0` is highly correlated with `21.0` and 25 other fields	High correlation
`14.0` is highly correlated with `21.0` and 25 other fields	High correlation
`9.0` is highly correlated with `21.0` and 25 other fields	High correlation
`20.0` is highly correlated with `21.0` and 26 other fields	High correlation
`Código Agente` is highly correlated with `21.0` and 26 other fields	High correlation
`17.0` is highly correlated with `21.0` and 26 other fields	High correlation
`3.0` is highly correlated with `21.0` and 25 other fields	High correlation
`Recurso` is highly correlated with `21.0` and 26 other fields	High correlation
`Tipo Generación` is highly correlated with `21.0` and 7 other fields	High correlation
`13.0` is highly correlated with `21.0` and 25 other fields	High correlation
`8.0` is highly correlated with `21.0` and 25 other fields	High correlation
`10.0` is highly correlated with `21.0` and 25 other fields	High correlation
`22.0` is highly correlated with `21.0` and 25 other fields	High correlation
`1.0` is highly correlated with `21.0` and 25 other fields	High correlation
`12.0` is highly correlated with `21.0` and 25 other fields	High correlation
`23.0` is highly correlated with `21.0` and 25 other fields	High correlation
`0.0` is highly correlated with `21.0` and 25 other fields	High correlation
`Código Recurso` is highly correlated with `21.0` and 26 other fields	High correlation
`Código Agente` is highly correlated with `Tipo Generación` and 2 other fields	High correlation
`Tipo Generación` is highly correlated with `Código Agente` and 2 other fields	High correlation
`Recurso` is highly correlated with `Código Agente` and 2 other fields	High correlation
`Código Recurso` is highly correlated with `Código Agente` and 2 other fields	High correlation
`0.0` has 2331 (10.1%) zeros	Zeros
`1.0` has 2359 (10.2%) zeros	Zeros
`2.0` has 2364 (10.3%) zeros	Zeros
`3.0` has 2369 (10.3%) zeros	Zeros
`4.0` has 2376 (10.3%) zeros	Zeros
`5.0` has 2349 (10.2%) zeros	Zeros
`6.0` has 2233 (9.7%) zeros	Zeros
`7.0` has 2111 (9.2%) zeros	Zeros
`8.0` has 2031 (8.8%) zeros	Zeros
`9.0` has 2009 (8.7%) zeros	Zeros
`10.0` has 2007 (8.7%) zeros	Zeros
`11.0` has 2018 (8.8%) zeros	Zeros
`12.0` has 2035 (8.8%) zeros	Zeros
`13.0` has 2257 (9.8%) zeros	Zeros
`14.0` has 2272 (9.9%) zeros	Zeros
`15.0` has 2263 (9.8%) zeros	Zeros
`16.0` has 2096 (9.1%) zeros	Zeros
`17.0` has 1982 (8.6%) zeros	Zeros
`18.0` has 2001 (8.7%) zeros	Zeros
`19.0` has 2005 (8.7%) zeros	Zeros
`20.0` has 2001 (8.7%) zeros	Zeros
`21.0` has 2040 (8.8%) zeros	Zeros
`22.0` has 2167 (9.4%) zeros	Zeros
`23.0` has 2288 (9.9%) zeros	Zeros

Reproduction

Analysis started	2021-07-02 01:50:34.342529
Analysis finished	2021-07-02 01:52:42.053575
Duration	2 minutes and 7.71 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Fecha
Date

Distinct	365
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	180.2 KiB

Minimum	2019-01-01 00:00:00
Maximum	2019-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Recurso
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION

Distinct	64
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	180.2 KiB

JAGUAS	365
TERMOCANDELARIA 2	365
ZIPAEMG 4	365
CARTAGENA 2	365
TASAJERO 2	365
Other values (59)	21227

Length

Max length	21
Median length	9
Mean length	9.746095783
Min length	4

Characters and Unicode

Total characters	224667
Distinct characters	29
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ALBAN
2nd row	AMOYA LA ESPERANZA
3rd row	BETANIA
4th row	CALIMA
5th row	CARLOS LLERAS

Common Values

Value	Count	Frequency (%)
JAGUAS	365	1.6%
TERMOCANDELARIA 2	365	1.6%
ZIPAEMG 4	365	1.6%
CARTAGENA 2	365	1.6%
TASAJERO 2	365	1.6%
PROELECTRICA 1	365	1.6%
BETANIA	365	1.6%
DARIO VALENCIA SAMPER	365	1.6%
PAIPA 4	365	1.6%
PRADO	365	1.6%
Other values (54)	19402	84.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1	4015	10.0%
2	2920	7.3%
3	1825	4.6%
paipa	1460	3.7%
zipaemg	1460	3.7%
san	1095	2.7%
4	1095	2.7%
cartagena	1095	2.7%
proelectrica	730	1.8%
el	730	1.8%
Other values (57)	23533	58.9%

Most occurring characters

Value	Count	Frequency (%)
A	36980	16.5%
E	19883	8.8%
R	18615	8.3%
	16906	7.5%
I	14293	6.4%
O	13140	5.8%
L	12468	5.5%
C	11008	4.9%
T	9124	4.1%
S	8875	4.0%
Other values (19)	63375	28.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	196446	87.4%
Space Separator	16906	7.5%
Decimal Number	11315	5.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	36980	18.8%
E	19883	10.1%
R	18615	9.5%
I	14293	7.3%
O	13140	6.7%
L	12468	6.3%
C	11008	5.6%
T	9124	4.6%
S	8875	4.5%
P	8760	4.5%
Other values (13)	43300	22.0%

Decimal Number

Value	Count	Frequency (%)
1	4015	35.5%
2	3285	29.0%
3	2190	19.4%
4	1460	12.9%
5	365	3.2%

Space Separator

Value	Count	Frequency (%)
	16906	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	196446	87.4%
Common	28221	12.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	36980	18.8%
E	19883	10.1%
R	18615	9.5%
I	14293	7.3%
O	13140	6.7%
L	12468	6.3%
C	11008	5.6%
T	9124	4.6%
S	8875	4.5%
P	8760	4.5%
Other values (13)	43300	22.0%

Common

Value	Count	Frequency (%)
	16906	59.9%
1	4015	14.2%
2	3285	11.6%
3	2190	7.8%
4	1460	5.2%
5	365	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	224667	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	36980	16.5%
E	19883	8.8%
R	18615	8.3%
	16906	7.5%
I	14293	6.4%
O	13140	5.8%
L	12468	5.5%
C	11008	4.9%
T	9124	4.1%
S	8875	4.0%
Other values (19)	63375	28.2%

Código Recurso
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION

Distinct	64
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	180.2 KiB

GTRG	365
TEC1	365
CTG3	365
CTG1	365
EPFV	365
Other values (59)	21227

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	92208
Distinct characters	29
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ALBG
2nd row	MOY1
3rd row	CHBG
4th row	CLMG
5th row	CLL1

Common Values

Value	Count	Frequency (%)
GTRG	365	1.6%
TEC1	365	1.6%
CTG3	365	1.6%
CTG1	365	1.6%
EPFV	365	1.6%
TRN1	365	1.6%
TSR1	365	1.6%
SNCR	365	1.6%
PPA1	365	1.6%
CHBG	365	1.6%
Other values (54)	19402	84.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tfl1	365	1.6%
smi1	365	1.6%
sog1	365	1.6%
gtrg	365	1.6%
gtpe	365	1.6%
epfv	365	1.6%
chbg	365	1.6%
trn1	365	1.6%
zpa2	365	1.6%
qui1	365	1.6%
Other values (54)	19402	84.2%

Most occurring characters

Value	Count	Frequency (%)
T	9123	9.9%
1	8030	8.7%
P	8030	8.7%
G	7665	8.3%
C	5840	6.3%
R	5840	6.3%
S	5109	5.5%
L	4380	4.8%
A	4015	4.4%
2	4015	4.4%
Other values (19)	30161	32.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	75783	82.2%
Decimal Number	16425	17.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	9123	12.0%
P	8030	10.6%
G	7665	10.1%
C	5840	7.7%
R	5840	7.7%
S	5109	6.7%
L	4380	5.8%
A	4015	5.3%
M	2613	3.4%
E	2555	3.4%
Other values (14)	20613	27.2%

Decimal Number

Value	Count	Frequency (%)
1	8030	48.9%
2	4015	24.4%
3	2555	15.6%
4	1460	8.9%
5	365	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	75783	82.2%
Common	16425	17.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	9123	12.0%
P	8030	10.6%
G	7665	10.1%
C	5840	7.7%
R	5840	7.7%
S	5109	6.7%
L	4380	5.8%
A	4015	5.3%
M	2613	3.4%
E	2555	3.4%
Other values (14)	20613	27.2%

Common

Value	Count	Frequency (%)
1	8030	48.9%
2	4015	24.4%
3	2555	15.6%
4	1460	8.9%
5	365	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	92208	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	9123	9.9%
1	8030	8.7%
P	8030	8.7%
G	7665	8.3%
C	5840	6.3%
R	5840	6.3%
S	5109	5.5%
L	4380	4.8%
A	4015	4.4%
2	4015	4.4%
Other values (19)	30161	32.7%

Tipo Generación
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	180.2 KiB

TERMICA	12409
HIDRAULICA	10278
SOLAR	365

Length

Max length	10
Median length	7
Mean length	8.305917057
Min length	5

Characters and Unicode

Total characters	191468
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	HIDRAULICA
2nd row	HIDRAULICA
3rd row	HIDRAULICA
4th row	HIDRAULICA
5th row	HIDRAULICA

Common Values

Value	Count	Frequency (%)
TERMICA	12409	53.8%
HIDRAULICA	10278	44.6%
SOLAR	365	1.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
termica	12409	53.8%
hidraulica	10278	44.6%
solar	365	1.6%

Most occurring characters

Value	Count	Frequency (%)
A	33330	17.4%
I	32965	17.2%
R	23052	12.0%
C	22687	11.8%
T	12409	6.5%
E	12409	6.5%
M	12409	6.5%
L	10643	5.6%
H	10278	5.4%
D	10278	5.4%
Other values (3)	11008	5.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	191468	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	33330	17.4%
I	32965	17.2%
R	23052	12.0%
C	22687	11.8%
T	12409	6.5%
E	12409	6.5%
M	12409	6.5%
L	10643	5.6%
H	10278	5.4%
D	10278	5.4%
Other values (3)	11008	5.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	191468	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	33330	17.4%
I	32965	17.2%
R	23052	12.0%
C	22687	11.8%
T	12409	6.5%
E	12409	6.5%
M	12409	6.5%
L	10643	5.6%
H	10278	5.4%
D	10278	5.4%
Other values (3)	11008	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	191468	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	33330	17.4%
I	32965	17.2%
R	23052	12.0%
C	22687	11.8%
T	12409	6.5%
E	12409	6.5%
M	12409	6.5%
L	10643	5.6%
H	10278	5.4%
D	10278	5.4%
Other values (3)	11008	5.7%

Código Agente
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	180.2 KiB

ENDG	5110
EPMG	3650
ISGG	2190
EPSG	2190
GECG	1460
Other values (16)	8452

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	92208
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	EPSG
2nd row	ISGG
3rd row	ENDG
4th row	EPSG
5th row	HDPG

Common Values

Value	Count	Frequency (%)
ENDG	5110	22.2%
EPMG	3650	15.8%
ISGG	2190	9.5%
EPSG	2190	9.5%
GECG	1460	6.3%
HIMG	1102	4.8%
TBSG	1094	4.7%
TMFG	730	3.2%
PRIG	730	3.2%
TCIG	730	3.2%
Other values (11)	4066	17.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
endg	5110	22.2%
epmg	3650	15.8%
isgg	2190	9.5%
epsg	2190	9.5%
gecg	1460	6.3%
himg	1102	4.8%
tbsg	1094	4.7%
tmfg	730	3.2%
tcig	730	3.2%
prig	730	3.2%
Other values (11)	4066	17.6%

Most occurring characters

Value	Count	Frequency (%)
G	26702	29.0%
E	13505	14.6%
P	7358	8.0%
M	7307	7.9%
S	6197	6.7%
D	5533	6.0%
N	5475	5.9%
I	4752	5.2%
T	4744	5.1%
C	3278	3.6%
Other values (9)	7357	8.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	92208	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	26702	29.0%
E	13505	14.6%
P	7358	8.0%
M	7307	7.9%
S	6197	6.7%
D	5533	6.0%
N	5475	5.9%
I	4752	5.2%
T	4744	5.1%
C	3278	3.6%
Other values (9)	7357	8.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	92208	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
G	26702	29.0%
E	13505	14.6%
P	7358	8.0%
M	7307	7.9%
S	6197	6.7%
D	5533	6.0%
N	5475	5.9%
I	4752	5.2%
T	4744	5.1%
C	3278	3.6%
Other values (9)	7357	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	92208	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
G	26702	29.0%
E	13505	14.6%
P	7358	8.0%
M	7307	7.9%
S	6197	6.7%
D	5533	6.0%
N	5475	5.9%
I	4752	5.2%
T	4744	5.1%
C	3278	3.6%
Other values (9)	7357	8.0%

0.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	669
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	214764.4822

Minimum	0
Maximum	1245000
Zeros	2331
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	298000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	253000

Descriptive statistics

Standard deviation	257452.1266
Coefficient of variation (CV)	1.198764917
Kurtosis	3.680592248
Mean	214764.4822
Median Absolute Deviation (MAD)	93000
Skewness	1.935301689
Sum	4950750843
Variance	6.628159752 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2331	10.1%
45000	968	4.2%
170000	686	3.0%
30000	676	2.9%
160000	608	2.6%
157000	592	2.6%
60000	583	2.5%
63000	517	2.2%
72000	445	1.9%
62000	376	1.6%
Other values (659)	15270	66.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2331	10.1%
1500	1	< 0.1%
1800	1	< 0.1%
2000	1	< 0.1%
3500	2	< 0.1%
3750	1	< 0.1%
5600	1	< 0.1%
6000	1	< 0.1%
6066	1	< 0.1%
6133	1	< 0.1%

Value	Count	Frequency (%)
1245000	45	0.2%
1240000	169	0.7%
1235000	56	0.2%
1234832	1	< 0.1%
1230000	12	0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1208000	1	< 0.1%

1.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	552
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	214641.8836

Minimum	0
Maximum	1245000
Zeros	2359
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	298000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	253000

Descriptive statistics

Standard deviation	257469.7146
Coefficient of variation (CV)	1.199531565
Kurtosis	3.68542455
Mean	214641.8836
Median Absolute Deviation (MAD)	93000
Skewness	1.936274213
Sum	4947924701
Variance	6.629065391 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2359	10.2%
45000	970	4.2%
170000	685	3.0%
30000	674	2.9%
160000	606	2.6%
157000	592	2.6%
60000	578	2.5%
63000	517	2.2%
72000	445	1.9%
62000	375	1.6%
Other values (542)	15251	66.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2359	10.2%
500	1	< 0.1%
3450	1	< 0.1%
3666	1	< 0.1%
5000	3	< 0.1%
5416	1	< 0.1%
7000	22	0.1%
8000	7	< 0.1%
9000	21	0.1%
9600	1	< 0.1%

Value	Count	Frequency (%)
1245000	44	0.2%
1240000	172	0.7%
1235000	56	0.2%
1230000	12	0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1208000	1	< 0.1%
1205000	1	< 0.1%

2.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	553
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	214641.5549

Minimum	0
Maximum	1245000
Zeros	2364
Zeros (%)	10.3%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	298000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	253000

Descriptive statistics

Standard deviation	257649.7668
Coefficient of variation (CV)	1.200372253
Kurtosis	3.686564075
Mean	214641.5549
Median Absolute Deviation (MAD)	93000
Skewness	1.936673381
Sum	4947917124
Variance	6.638340233 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2364	10.3%
45000	970	4.2%
170000	686	3.0%
30000	677	2.9%
160000	606	2.6%
157000	592	2.6%
60000	577	2.5%
63000	513	2.2%
72000	443	1.9%
62000	378	1.6%
Other values (543)	15246	66.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2364	10.3%
3616	1	< 0.1%
4400	1	< 0.1%
5000	2	< 0.1%
6666	1	< 0.1%
7000	22	0.1%
7333	1	< 0.1%
8000	6	< 0.1%
9000	21	0.1%
10000	18	0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	172	0.7%
1235000	56	0.2%
1230000	12	0.1%
1225000	1	< 0.1%
1224250	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1208000	1	< 0.1%

3.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	538
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	214625.2749

Minimum	0
Maximum	1245000
Zeros	2369
Zeros (%)	10.3%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	298000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	253000

Descriptive statistics

Standard deviation	257652.1859
Coefficient of variation (CV)	1.200474576
Kurtosis	3.687697056
Mean	214625.2749
Median Absolute Deviation (MAD)	93000
Skewness	1.936902033
Sum	4947541838
Variance	6.638464891 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2369	10.3%
45000	970	4.2%
170000	685	3.0%
30000	676	2.9%
160000	607	2.6%
157000	592	2.6%
60000	572	2.5%
63000	511	2.2%
72000	445	1.9%
62000	377	1.6%
Other values (528)	15248	66.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2369	10.3%
133	1	< 0.1%
1333	1	< 0.1%
3200	1	< 0.1%
4666	1	< 0.1%
5000	2	< 0.1%
6000	1	< 0.1%
7000	21	0.1%
8000	5	< 0.1%
8333	1	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	172	0.7%
1235000	56	0.2%
1230000	12	0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1211583	1	< 0.1%
1210000	1	< 0.1%
1208000	1	< 0.1%

4.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	538
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	214485.4619

Minimum	0
Maximum	1245000
Zeros	2376
Zeros (%)	10.3%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	296000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	251000

Descriptive statistics

Standard deviation	257678.6588
Coefficient of variation (CV)	1.201380534
Kurtosis	3.695869758
Mean	214485.4619
Median Absolute Deviation (MAD)	93000
Skewness	1.938885583
Sum	4944318868
Variance	6.639829119 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2376	10.3%
45000	969	4.2%
170000	686	3.0%
30000	675	2.9%
160000	608	2.6%
157000	592	2.6%
60000	570	2.5%
63000	517	2.2%
72000	445	1.9%
62000	378	1.6%
Other values (528)	15236	66.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2376	10.3%
400	1	< 0.1%
3600	1	< 0.1%
5000	1	< 0.1%
5400	1	< 0.1%
6000	1	< 0.1%
6300	1	< 0.1%
7000	21	0.1%
8000	5	< 0.1%
9000	20	0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	173	0.8%
1235000	56	0.2%
1230000	12	0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1208000	1	< 0.1%
1205000	1	< 0.1%

5.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	581
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	214329.6277

Minimum	0
Maximum	1245000
Zeros	2349
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	294000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	249000

Descriptive statistics

Standard deviation	257620.4772
Coefficient of variation (CV)	1.201982572
Kurtosis	3.712213613
Mean	214329.6277
Median Absolute Deviation (MAD)	93000
Skewness	1.94250636
Sum	4940726578
Variance	6.636831029 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2349	10.2%
45000	956	4.1%
170000	687	3.0%
30000	683	3.0%
160000	607	2.6%
157000	592	2.6%
60000	561	2.4%
63000	517	2.2%
72000	446	1.9%
62000	378	1.6%
Other values (571)	15276	66.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2349	10.2%
33	1	< 0.1%
83	2	< 0.1%
416	1	< 0.1%
666	1	< 0.1%
750	8	< 0.1%
816	1	< 0.1%
1166	1	< 0.1%
1300	1	< 0.1%
1500	3	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	175	0.8%
1235000	56	0.2%
1230000	12	0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1208000	1	< 0.1%
1205000	1	< 0.1%

6.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	660
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	214547.2422

Minimum	0
Maximum	1245000
Zeros	2233
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	294000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	249000

Descriptive statistics

Standard deviation	257684.2348
Coefficient of variation (CV)	1.201060578
Kurtosis	3.721934782
Mean	214547.2422
Median Absolute Deviation (MAD)	93000
Skewness	1.944699797
Sum	4945743027
Variance	6.640116484 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2233	9.7%
45000	962	4.2%
170000	685	3.0%
30000	683	3.0%
160000	609	2.6%
157000	592	2.6%
60000	562	2.4%
63000	514	2.2%
72000	444	1.9%
62000	399	1.7%
Other values (650)	15369	66.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2233	9.7%
750	15	0.1%
1000	1	< 0.1%
1200	1	< 0.1%
1500	15	0.1%
2250	3	< 0.1%
2400	1	< 0.1%
2500	1	< 0.1%
2550	1	< 0.1%
2600	1	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	174	0.8%
1235000	56	0.2%
1230000	12	0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1208000	1	< 0.1%
1205000	1	< 0.1%

7.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	669
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215317.5621

Minimum	0
Maximum	1245000
Zeros	2111
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	292000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	247000

Descriptive statistics

Standard deviation	258648.0974
Coefficient of variation (CV)	1.201240135
Kurtosis	3.793608631
Mean	215317.5621
Median Absolute Deviation (MAD)	93000
Skewness	1.962772535
Sum	4963500441
Variance	6.689883829 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2111	9.2%
45000	992	4.3%
30000	687	3.0%
170000	678	2.9%
160000	608	2.6%
157000	591	2.6%
60000	562	2.4%
63000	511	2.2%
72000	443	1.9%
62000	394	1.7%
Other values (659)	15475	67.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2111	9.2%
750	6	< 0.1%
1150	1	< 0.1%
1500	7	< 0.1%
2250	5	< 0.1%
2500	1	< 0.1%
3000	4	< 0.1%
3333	2	< 0.1%
3750	2	< 0.1%
4500	2	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	191	0.8%
1235000	55	0.2%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1212400	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

8.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	645
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215982.7397

Minimum	0
Maximum	1245000
Zeros	2031
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	292000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	247000

Descriptive statistics

Standard deviation	259352.8658
Coefficient of variation (CV)	1.200803667
Kurtosis	3.84421061
Mean	215982.7397
Median Absolute Deviation (MAD)	93000
Skewness	1.974409034
Sum	4978834115
Variance	6.726390898 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2031	8.8%
45000	1037	4.5%
30000	675	2.9%
170000	674	2.9%
160000	615	2.7%
157000	592	2.6%
60000	561	2.4%
63000	514	2.2%
72000	445	1.9%
62000	395	1.7%
Other values (635)	15513	67.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2031	8.8%
383	1	< 0.1%
750	3	< 0.1%
2083	1	< 0.1%
2250	2	< 0.1%
3000	1	< 0.1%
4400	1	< 0.1%
6000	1	< 0.1%
6750	1	< 0.1%
7000	21	0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	209	0.9%
1235000	55	0.2%
1232000	2	< 0.1%
1230000	11	< 0.1%
1227083	1	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%

9.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	627
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216341.4161

Minimum	0
Maximum	1245000
Zeros	2009
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	292000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	247000

Descriptive statistics

Standard deviation	259653.936
Coefficient of variation (CV)	1.200204476
Kurtosis	3.855688771
Mean	216341.4161
Median Absolute Deviation (MAD)	93000
Skewness	1.977714354
Sum	4987102323
Variance	6.742016648 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2009	8.7%
45000	1080	4.7%
170000	681	3.0%
160000	611	2.7%
157000	592	2.6%
60000	562	2.4%
30000	534	2.3%
63000	518	2.2%
72000	444	1.9%
62000	394	1.7%
Other values (617)	15627	67.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2009	8.7%
400	1	< 0.1%
600	1	< 0.1%
666	1	< 0.1%
1000	1	< 0.1%
2100	1	< 0.1%
2333	1	< 0.1%
2600	1	< 0.1%
3833	1	< 0.1%
4950	1	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	217	0.9%
1235000	55	0.2%
1232000	2	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

10.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	602
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217013.7593

Minimum	0
Maximum	1246000
Zeros	2007
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	46000
median	138000
Q3	296000
95-th percentile	791000
Maximum	1246000
Range	1246000
Interquartile range (IQR)	250000

Descriptive statistics

Standard deviation	260911.2342
Coefficient of variation (CV)	1.202279685
Kurtosis	3.859947692
Mean	217013.7593
Median Absolute Deviation (MAD)	93000
Skewness	1.980893834
Sum	5002601179
Variance	6.807467216 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2007	8.7%
45000	1084	4.7%
170000	673	2.9%
160000	612	2.7%
157000	595	2.6%
60000	560	2.4%
63000	519	2.3%
72000	447	1.9%
30000	413	1.8%
62000	401	1.7%
Other values (592)	15741	68.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2007	8.7%
166	1	< 0.1%
1066	1	< 0.1%
1200	1	< 0.1%
1433	1	< 0.1%
1500	1	< 0.1%
2000	1	< 0.1%
2416	1	< 0.1%
2666	1	< 0.1%
2833	1	< 0.1%

Value	Count	Frequency (%)
1246000	1	< 0.1%
1245000	45	0.2%
1240000	229	1.0%
1235000	55	0.2%
1232000	2	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%

11.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	624
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217104.3378

Minimum	0
Maximum	1246000
Zeros	2018
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	296000
95-th percentile	791000
Maximum	1246000
Range	1246000
Interquartile range (IQR)	251000

Descriptive statistics

Standard deviation	261288.9
Coefficient of variation (CV)	1.203517638
Kurtosis	3.853974337
Mean	217104.3378
Median Absolute Deviation (MAD)	93000
Skewness	1.980007684
Sum	5004689196
Variance	6.827188925 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2018	8.8%
45000	1075	4.7%
170000	673	2.9%
160000	609	2.6%
157000	594	2.6%
60000	558	2.4%
63000	520	2.3%
72000	445	1.9%
62000	404	1.8%
138000	371	1.6%
Other values (614)	15785	68.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2018	8.8%
1200	1	< 0.1%
1466	1	< 0.1%
1650	1	< 0.1%
2250	2	< 0.1%
2916	1	< 0.1%
3000	1	< 0.1%
4216	1	< 0.1%
5000	2	< 0.1%
5250	1	< 0.1%

Value	Count	Frequency (%)
1246000	1	< 0.1%
1245000	44	0.2%
1240000	235	1.0%
1235000	55	0.2%
1232000	2	< 0.1%
1230000	11	< 0.1%
1227083	1	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%

12.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	609
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216696.1832

Minimum	0
Maximum	1246000
Zeros	2035
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	298000
95-th percentile	791000
Maximum	1246000
Range	1246000
Interquartile range (IQR)	253000

Descriptive statistics

Standard deviation	261645.9841
Coefficient of variation (CV)	1.207432361
Kurtosis	3.807986006
Mean	216696.1832
Median Absolute Deviation (MAD)	93000
Skewness	1.969582681
Sum	4995280414
Variance	6.8458621 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2035	8.8%
45000	995	4.3%
170000	678	2.9%
160000	607	2.6%
157000	594	2.6%
60000	559	2.4%
63000	517	2.2%
72000	441	1.9%
62000	405	1.8%
138000	372	1.6%
Other values (599)	15849	68.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2035	8.8%
750	4	< 0.1%
1400	1	< 0.1%
1450	1	< 0.1%
1500	7	< 0.1%
2250	5	< 0.1%
3000	12	0.1%
3600	1	< 0.1%
3750	10	< 0.1%
4500	15	0.1%

Value	Count	Frequency (%)
1246000	1	< 0.1%
1245000	45	0.2%
1240000	229	1.0%
1235000	55	0.2%
1232000	2	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%

13.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	594
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216562.4297

Minimum	0
Maximum	1245000
Zeros	2257
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	296000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	251000

Descriptive statistics

Standard deviation	262013.6188
Coefficient of variation (CV)	1.209875689
Kurtosis	3.81392067
Mean	216562.4297
Median Absolute Deviation (MAD)	93000
Skewness	1.970762774
Sum	4992197129
Variance	6.865113643 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2257	9.8%
45000	988	4.3%
170000	682	3.0%
160000	606	2.6%
157000	592	2.6%
60000	563	2.4%
63000	514	2.2%
72000	442	1.9%
62000	402	1.7%
138000	373	1.6%
Other values (584)	15633	67.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2257	9.8%
250	1	< 0.1%
750	1	< 0.1%
1166	1	< 0.1%
1500	2	< 0.1%
1833	1	< 0.1%
1983	1	< 0.1%
2250	1	< 0.1%
3000	2	< 0.1%
3750	1	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	233	1.0%
1235000	56	0.2%
1232000	2	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1224500	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%

14.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	602
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216555.7156

Minimum	0
Maximum	1245000
Zeros	2272
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	296000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	251000

Descriptive statistics

Standard deviation	262187.2368
Coefficient of variation (CV)	1.210714924
Kurtosis	3.813551178
Mean	216555.7156
Median Absolute Deviation (MAD)	93000
Skewness	1.971143716
Sum	4992042356
Variance	6.874214713 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2272	9.9%
45000	989	4.3%
170000	681	3.0%
160000	607	2.6%
157000	593	2.6%
60000	562	2.4%
63000	512	2.2%
72000	441	1.9%
62000	401	1.7%
138000	373	1.6%
Other values (592)	15621	67.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2272	9.9%
2933	1	< 0.1%
3000	2	< 0.1%
3500	1	< 0.1%
3833	1	< 0.1%
3866	1	< 0.1%
4000	1	< 0.1%
4400	1	< 0.1%
4666	1	< 0.1%
5000	2	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	235	1.0%
1235000	57	0.2%
1232000	2	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

15.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	623
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216795.2585

Minimum	0
Maximum	1245000
Zeros	2263
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	296000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	251000

Descriptive statistics

Standard deviation	262401.9911
Coefficient of variation (CV)	1.210367759
Kurtosis	3.800442664
Mean	216795.2585
Median Absolute Deviation (MAD)	93000
Skewness	1.968386395
Sum	4997564298
Variance	6.885480494 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2263	9.8%
45000	985	4.3%
170000	683	3.0%
160000	605	2.6%
157000	594	2.6%
60000	563	2.4%
63000	513	2.2%
72000	441	1.9%
62000	401	1.7%
138000	372	1.6%
Other values (613)	15632	67.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2263	9.8%
150	1	< 0.1%
300	1	< 0.1%
500	1	< 0.1%
750	5	< 0.1%
833	1	< 0.1%
1166	1	< 0.1%
1500	9	< 0.1%
2250	2	< 0.1%
3000	2	< 0.1%

Value	Count	Frequency (%)
1245000	46	0.2%
1240000	234	1.0%
1235000	56	0.2%
1234833	1	< 0.1%
1232000	3	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%

16.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	720
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217582.6798

Minimum	0
Maximum	1245000
Zeros	2096
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	298500
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	253500

Descriptive statistics

Standard deviation	262952.9307
Coefficient of variation (CV)	1.208519588
Kurtosis	3.794238722
Mean	217582.6798
Median Absolute Deviation (MAD)	93000
Skewness	1.968801307
Sum	5015715935
Variance	6.914424375 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2096	9.1%
45000	989	4.3%
170000	679	2.9%
160000	605	2.6%
157000	594	2.6%
60000	560	2.4%
63000	509	2.2%
72000	441	1.9%
62000	400	1.7%
30000	387	1.7%
Other values (710)	15792	68.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2096	9.1%
150	1	< 0.1%
166	2	< 0.1%
600	1	< 0.1%
750	22	0.1%
1500	12	0.1%
1533	1	< 0.1%
1750	1	< 0.1%
2000	2	< 0.1%
2100	1	< 0.1%

Value	Count	Frequency (%)
1245000	48	0.2%
1240000	237	1.0%
1235000	56	0.2%
1232000	3	< 0.1%
1230000	11	< 0.1%
1227083	1	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%

17.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	721
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219069.9237

Minimum	0
Maximum	1245000
Zeros	1982
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	300000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	255000

Descriptive statistics

Standard deviation	263522.7868
Coefficient of variation (CV)	1.202916321
Kurtosis	3.790554953
Mean	219069.9237
Median Absolute Deviation (MAD)	93000
Skewness	1.969918343
Sum	5049999882
Variance	6.944425915 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1982	8.6%
45000	1044	4.5%
170000	684	3.0%
160000	604	2.6%
30000	595	2.6%
157000	593	2.6%
60000	561	2.4%
63000	512	2.2%
72000	447	1.9%
62000	385	1.7%
Other values (711)	15645	67.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1982	8.6%
600	1	< 0.1%
733	1	< 0.1%
750	2	< 0.1%
800	1	< 0.1%
950	1	< 0.1%
966	1	< 0.1%
1000	1	< 0.1%
1100	1	< 0.1%
1150	1	< 0.1%

Value	Count	Frequency (%)
1245000	48	0.2%
1240000	247	1.1%
1235000	56	0.2%
1232000	3	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

18.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	606
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219674.648

Minimum	0
Maximum	1245000
Zeros	2001
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	47000
median	138000
Q3	300000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	253000

Descriptive statistics

Standard deviation	263819.5034
Coefficient of variation (CV)	1.200955621
Kurtosis	3.810735299
Mean	219674.648
Median Absolute Deviation (MAD)	93000
Skewness	1.973978459
Sum	5063939986
Variance	6.960073037 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2001	8.7%
45000	1044	4.5%
170000	685	3.0%
30000	646	2.8%
160000	607	2.6%
157000	600	2.6%
60000	578	2.5%
63000	516	2.2%
72000	447	1.9%
62000	387	1.7%
Other values (596)	15541	67.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2001	8.7%
583	1	< 0.1%
1000	1	< 0.1%
2250	1	< 0.1%
3000	2	< 0.1%
3500	1	< 0.1%
6066	1	< 0.1%
7000	18	0.1%
7500	2	< 0.1%
8000	6	< 0.1%

Value	Count	Frequency (%)
1245000	49	0.2%
1240000	259	1.1%
1235000	56	0.2%
1232000	1	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

19.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	557
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219916.5133

Minimum	0
Maximum	1245000
Zeros	2005
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	47000
median	138000
Q3	302000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	255000

Descriptive statistics

Standard deviation	264118.2403
Coefficient of variation (CV)	1.200993215
Kurtosis	3.815611282
Mean	219916.5133
Median Absolute Deviation (MAD)	93000
Skewness	1.974896603
Sum	5069515465
Variance	6.975844486 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2005	8.7%
45000	1048	4.5%
170000	685	3.0%
30000	653	2.8%
160000	608	2.6%
157000	598	2.6%
60000	583	2.5%
63000	521	2.3%
72000	445	1.9%
62000	388	1.7%
Other values (547)	15518	67.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2005	8.7%
2416	1	< 0.1%
2550	1	< 0.1%
2683	1	< 0.1%
3000	2	< 0.1%
4266	1	< 0.1%
5000	1	< 0.1%
5250	1	< 0.1%
7000	21	0.1%
8000	6	< 0.1%

Value	Count	Frequency (%)
1245000	49	0.2%
1240000	261	1.1%
1235000	60	0.3%
1232000	1	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1206933	1	< 0.1%

20.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	580
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219997.8319

Minimum	0
Maximum	1245000
Zeros	2001
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	47000
median	138000
Q3	303250
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	256250

Descriptive statistics

Standard deviation	264333.2397
Coefficient of variation (CV)	1.201526567
Kurtosis	3.820327964
Mean	219997.8319
Median Absolute Deviation (MAD)	93000
Skewness	1.975745535
Sum	5071390021
Variance	6.987206158 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2001	8.7%
45000	1033	4.5%
170000	685	3.0%
30000	669	2.9%
160000	607	2.6%
157000	597	2.6%
60000	584	2.5%
63000	523	2.3%
72000	445	1.9%
62000	386	1.7%
Other values (570)	15522	67.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2001	8.7%
600	1	< 0.1%
750	2	< 0.1%
800	1	< 0.1%
1000	1	< 0.1%
1366	1	< 0.1%
1500	1	< 0.1%
1700	1	< 0.1%
2100	1	< 0.1%
3000	2	< 0.1%

Value	Count	Frequency (%)
1245000	50	0.2%
1240000	262	1.1%
1235000	62	0.3%
1232000	1	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

21.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	574
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219574.6087

Minimum	0
Maximum	1245000
Zeros	2040
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	304000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	259000

Descriptive statistics

Standard deviation	264675.1815
Coefficient of variation (CV)	1.205399764
Kurtosis	3.801644694
Mean	219574.6087
Median Absolute Deviation (MAD)	93000
Skewness	1.97226044
Sum	5061633879
Variance	7.005295172 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2040	8.8%
45000	1007	4.4%
170000	687	3.0%
30000	668	2.9%
160000	608	2.6%
157000	598	2.6%
60000	584	2.5%
63000	525	2.3%
72000	444	1.9%
62000	388	1.7%
Other values (564)	15503	67.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2040	8.8%
1500	4	< 0.1%
2000	1	< 0.1%
2133	1	< 0.1%
2250	1	< 0.1%
2916	1	< 0.1%
3000	4	< 0.1%
3750	3	< 0.1%
4500	7	< 0.1%
5000	1	< 0.1%

Value	Count	Frequency (%)
1245000	50	0.2%
1240000	260	1.1%
1235000	62	0.3%
1232000	1	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1216000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%

22.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	572
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218354.296

Minimum	0
Maximum	1245000
Zeros	2167
Zeros (%)	9.4%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	300500
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	255500

Descriptive statistics

Standard deviation	263562.8469
Coefficient of variation (CV)	1.207042186
Kurtosis	3.767672884
Mean	218354.296
Median Absolute Deviation (MAD)	93000
Skewness	1.9626287
Sum	5033503232
Variance	6.946537425 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2167	9.4%
45000	965	4.2%
170000	687	3.0%
30000	666	2.9%
160000	608	2.6%
157000	591	2.6%
60000	583	2.5%
63000	526	2.3%
72000	446	1.9%
62000	397	1.7%
Other values (562)	15416	66.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2167	9.4%
500	1	< 0.1%
750	1	< 0.1%
1500	3	< 0.1%
2000	1	< 0.1%
2733	1	< 0.1%
3000	3	< 0.1%
3200	1	< 0.1%
3333	1	< 0.1%
3750	10	< 0.1%

Value	Count	Frequency (%)
1245000	50	0.2%
1240000	239	1.0%
1235000	62	0.3%
1232000	2	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

23.0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	565
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217715.2132

Minimum	0
Maximum	1245000
Zeros	2288
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	180.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45000
median	138000
Q3	300000
95-th percentile	791000
Maximum	1245000
Range	1245000
Interquartile range (IQR)	255000

Descriptive statistics

Standard deviation	262643.9051
Coefficient of variation (CV)	1.206364504
Kurtosis	3.769510864
Mean	217715.2132
Median Absolute Deviation (MAD)	93000
Skewness	1.959192848
Sum	5018771095
Variance	6.898182089 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2288	9.9%
45000	952	4.1%
170000	688	3.0%
30000	673	2.9%
160000	608	2.6%
157000	590	2.6%
60000	584	2.5%
63000	520	2.3%
72000	443	1.9%
62000	385	1.7%
Other values (555)	15321	66.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2288	9.9%
750	2	< 0.1%
900	1	< 0.1%
1500	1	< 0.1%
2250	1	< 0.1%
2416	3	< 0.1%
2500	1	< 0.1%
2733	1	< 0.1%
2916	1	< 0.1%
3000	1	< 0.1%

Value	Count	Frequency (%)
1245000	50	0.2%
1240000	230	1.0%
1235000	62	0.3%
1232000	2	< 0.1%
1230000	11	< 0.1%
1225000	1	< 0.1%
1220000	1	< 0.1%
1215000	1	< 0.1%
1210000	1	< 0.1%
1205000	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Fecha	Recurso	Código Recurso	Tipo Generación	Código Agente	0.0	1.0	2.0	3.0	4.0	5.0	6.0	7.0	8.0	9.0	10.0	11.0	12.0	13.0	14.0	15.0	16.0	17.0	18.0	19.0	20.0	21.0	22.0	23.0
0	2019-01-01 00:00:00	ALBAN	ALBG	HIDRAULICA	EPSG	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0	145000.0
1	2019-01-01 00:00:00	AMOYA LA ESPERANZA	MOY1	HIDRAULICA	ISGG	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0	40000.0
2	2019-01-01 00:00:00	BETANIA	CHBG	HIDRAULICA	ENDG	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0	453000.0
3	2019-01-01 00:00:00	CALIMA	CLMG	HIDRAULICA	EPSG	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0	132000.0
4	2019-01-01 00:00:00	CARLOS LLERAS	CLL1	HIDRAULICA	HDPG	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	18000.0	24666.0	43000.0	43000.0	43000.0	43000.0	43000.0
5	2019-01-01 00:00:00	CHIVOR	CHVR	HIDRAULICA	CHVG	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0	1000000.0
6	2019-01-01 00:00:00	CUCUANA	CUC1	HIDRAULICA	EPSG	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0	10000.0
7	2019-01-01 00:00:00	DARIO VALENCIA SAMPER	DVS1	HIDRAULICA	ENDG	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0	150000.0
8	2019-01-01 00:00:00	EL QUIMBO	QUI1	HIDRAULICA	ENDG	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0	386000.0
9	2019-01-01 00:00:00	ESMERALDA	ESMR	HIDRAULICA	EPMG	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0

Last rows

	Fecha	Recurso	Código Recurso	Tipo Generación	Código Agente	0.0	1.0	2.0	3.0	4.0	5.0	6.0	7.0	8.0	9.0	10.0	11.0	12.0	13.0	14.0	15.0	16.0	17.0	18.0	19.0	20.0	21.0	22.0	23.0
23042	2019-12-31 00:00:00	TERMODORADA 1	TDR1	TERMICA	EPMG	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0	22000.0
23043	2019-12-31 00:00:00	TERMOEMCALI 1	TEC1	TERMICA	TEMG	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0	213000.0
23044	2019-12-31 00:00:00	TERMONORTE	TRN1	TERMICA	TMNG	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0	81000.0
23045	2019-12-31 00:00:00	TERMOSIERRAB	TSR1	TERMICA	EPMG	205000.0	205000.0	205000.0	205000.0	205000.0	205000.0	205000.0	205000.0	205000.0	205000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	205000.0	205000.0	205000.0	205000.0	205000.0
23046	2019-12-31 00:00:00	TERMOVALLE 1	TVL1	TERMICA	TMVG	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0	200000.0
23047	2019-12-31 00:00:00	TERMOYOPAL 2	TYP2	TERMICA	TYPG	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0	30000.0
23048	2019-12-31 00:00:00	ZIPAEMG 2	ZPA2	TERMICA	ENDG	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0	35000.0
23049	2019-12-31 00:00:00	ZIPAEMG 3	ZPA3	TERMICA	ENDG	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
23050	2019-12-31 00:00:00	ZIPAEMG 4	ZPA4	TERMICA	ENDG	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0	59000.0
23051	2019-12-31 00:00:00	ZIPAEMG 5	ZPA5	TERMICA	ENDG	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0	60000.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows